Title
What Are Tools Anyway? A Survey from the Language Model Perspective Zhiruo Wang Zhoujun Cheng Hao Zhu Daniel Fried Graham Neubig 68 27 0 18 Mar 2024
Beyond Static Evaluation: A Dynamic Approach to Assessing AI Assistants' API Invocation Capabilities Honglin Mu Yang Xu Yunlong Feng Xiaofeng Han Yitong Li Yutai Hou Wanxiang Che ELM 26 2 0 17 Mar 2024
Scaling Data Diversity for Fine-Tuning Language Models in Human Alignment Feifan Song Bowen Yu Hao Lang Haiyang Yu Fei Huang Houfeng Wang Yongbin Li ALM 43 11 0 17 Mar 2024
m&m's: A Benchmark to Evaluate Tool-Use for multi-step multi-modal Tasks Zixian Ma Weikai Huang Jieyu Zhang Tanmay Gupta Ranjay Krishna 55 18 0 17 Mar 2024
AutoGuide: Automated Generation and Selection of State-Aware Guidelines for Large Language Model Agents Yao Fu Dong-Ki Kim Jaekyeom Kim Sungryull Sohn Lajanugen Logeswaran Kyunghoon Bae Honglak Lee LLMAG 59 7 0 13 Mar 2024
LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code Naman Jain King Han Alex Gu Wen-Ding Li Fanjia Yan Tianjun Zhang Sida I. Wang Armando Solar-Lezama Koushik Sen Ion Stoica ELM 36 280 0 12 Mar 2024
StableToolBench: Towards Stable Large-Scale Benchmarking on Tool Learning of Large Language Models Zhicheng Guo Sijie Cheng Hao Wang Shihao Liang Yujia Qin Peng Li Zhiyuan Liu Maosong Sun Yang Liu ELM 52 23 0 12 Mar 2024
LEVA: Using Large Language Models to Enhance Visual Analytics Yuheng Zhao Yixing Zhang Yu Zhang Xinyi Zhao Junjie Wang Zekai Shao Cagatay Turkay Siming Chen VLM 30 27 0 09 Mar 2024
FLAP: Flow-Adhering Planning with Constrained Decoding in LLMs Shamik Roy Sailik Sengupta Daniele Bonadiman Saab Mansour Arshit Gupta 29 5 0 09 Mar 2024
LLMs in the Imaginarium: Tool Learning through Simulated Trial and Error Boshi Wang Hao Fang Jason Eisner Benjamin Van Durme Yu-Chuan Su CLL 29 7 0 07 Mar 2024
Teaching Large Language Models to Reason with Reinforcement Learning Alex Havrilla Yuqing Du Sharath Chandra Raparthy Christoforos Nalmpantis Jane Dwivedi-Yu Maksym Zhuravinskyi Eric Hambro Sainbayar Sukhbaatar Roberta Raileanu ReLM LRM 34 68 0 07 Mar 2024
Learning to Decode Collaboratively with Multiple Language Models Zejiang Shen Hunter Lang Bailin Wang Yoon Kim David Sontag 54 29 0 06 Mar 2024
Learning to Use Tools via Cooperative and Interactive Agents Zhengliang Shi Shen Gao Xiuyi Chen Zhumin Chen Lingyong Yan Haibo Shi Dawei Yin Pengjie Ren Suzan Verberne Zhaochun Ren LLMAG 35 24 0 05 Mar 2024
In-Memory Learning: A Declarative Learning Framework for Large Language Models Bo Wang Tianxiang Sun Hang Yan Siyin Wang Qingyuan Cheng Xipeng Qiu LLMAG 43 1 0 05 Mar 2024
InjecAgent: Benchmarking Indirect Prompt Injections in Tool-Integrated Large Language Model Agents Qiusi Zhan Zhixiang Liang Zifan Ying Daniel Kang LLMAG 46 76 0 05 Mar 2024
Online Training of Large Language Models: Learn while chatting Juhao Liang Ziwei Wang Zhuoheng Ma Jianquan Li Zhiyi Zhang Xiangbo Wu Benyou Wang KELM 39 3 0 04 Mar 2024
Exploring the Potential of Large Language Models for Improving Digital Forensic Investigation Efficiency Akila Wickramasekara F. Breitinger Mark Scanlon 52 8 0 29 Feb 2024
ToolNet: Connecting Large Language Models with Massive Tools via Tool Graph Xukun Liu Zhiyuan Peng Xiaoyuan Yi Xing Xie Lirong Xiang Yuchen Liu Dongkuan Xu CLL LLMAG 61 13 0 29 Feb 2024
From Summary to Action: Enhancing Large Language Models for Complex Tasks with Open World APIs Yulong Liu Yunlong Yuan Chunwei Wang Jianhua Han Yongqiang Ma Li Zhang Nanning Zheng Hang Xu LLMAG 39 5 0 28 Feb 2024
Agent-Pro: Learning to Evolve via Policy-Level Reflection and Optimization Wenqi Zhang Ke Tang Hai Wu Mengna Wang Yongliang Shen Guiyang Hou Zeqi Tan Peng Li Yueting Zhuang Weiming Lu LLMAG 44 37 0 27 Feb 2024
A Comprehensive Evaluation of Quantization Strategies for Large Language Models Renren Jin Jiangcun Du Wuwei Huang Wei Liu Jian Luan Bin Wang Deyi Xiong MQ 32 31 0 26 Feb 2024
Look Before You Leap: Towards Decision-Aware and Generalizable Tool-Usage for Large Language Models Anchun Gui Jian Li Yong Dai Nan Du Han Xiao 33 1 0 26 Feb 2024
StructLM: Towards Building Generalist Models for Structured Knowledge Grounding Alex Zhuang Ge Zhang Tianyu Zheng Xinrun Du Junjie Wang Weiming Ren Stephen W. Huang Jie Fu Xiang Yue Wenhu Chen LMTD 49 14 0 26 Feb 2024
RepoAgent: An LLM-Powered Open-Source Framework for Repository-level Code Documentation Generation Qinyu Luo Yining Ye Shihao Liang Zhong Zhang Yujia Qin ... Yankai Lin Yingli Zhang Xiaoyin Che Zhiyuan Liu Maosong Sun LLMAG 36 41 0 26 Feb 2024
Budget-Constrained Tool Learning with Planning Yuanhang Zheng Peng Li Mingshi Yan Ji Zhang Fei Huang Yang Liu 37 3 0 25 Feb 2024
Rethinking Software Engineering in the Foundation Model Era: A Curated Catalogue of Challenges in the Development of Trustworthy FMware Ahmed E. Hassan Dayi Lin Gopi Krishnan Rajbahadur Keheliya Gallaba F. Côgo ... Kishanthan Thangarajah G. Oliva Jiahuei Lin Wali Mohammad Abdullah Zhen Ming Jiang 34 7 0 25 Feb 2024
AgentOhana: Design Unified Data and Training Pipeline for Effective Agent Learning Jianguo Zhang Tian Lan Rithesh Murthy Zhiwei Liu Weiran Yao ... Juan Carlos Niebles Silvio Savarese Shelby Heinecke Huan Wang Caiming Xiong LLMAG 61 34 0 23 Feb 2024
API-BLEND: A Comprehensive Corpora for Training and Benchmarking API LLMs Kinjal Basu Ibrahim Abdelaziz Subhajit Chaudhury Soham Dan M. Crouse Asim Munawar Sadhana Kumaravel Vinod Muthusamy Pavan Kapanipathi Luis Lastras 55 15 0 23 Feb 2024
AgentLite: A Lightweight Library for Building and Advancing Task-Oriented LLM Agent System Zhiwei Liu Weiran Yao Jianguo Zhang Liangwei Yang Zuxin Liu ... Jason M. Wu Huan Wang Shelby Heinecke Caiming Xiong Silvio Savarese LLMAG 43 26 0 23 Feb 2024
Large Multimodal Agents: A Survey Junlin Xie Zhihong Chen Ruifei Zhang Xiang Wan Guanbin Li LM&Ro LLMAG 37 39 0 23 Feb 2024
Middleware for LLMs: Tools Are Instrumental for Language Agents in Complex Environments Yu Gu Yiheng Shu Hao Yu Xiao Liu Yuxiao Dong Jie Tang Jayanth Srinivasa Hugo Latapie Yu-Chuan Su KELM LLMAG 29 26 0 22 Feb 2024
Soft Self-Consistency Improves Language Model Agents Han Wang Archiki Prasad Elias Stengel-Eskin Mohit Bansal LLMAG 24 8 0 20 Feb 2024
A Survey on Knowledge Distillation of Large Language Models Xiaohan Xu Ming Li Chongyang Tao Tao Shen Reynold Cheng Jinyang Li Can Xu Dacheng Tao Dinesh Manocha KELM VLM 44 102 0 20 Feb 2024
Large Language Model-based Human-Agent Collaboration for Complex Task Solving Xueyang Feng Zhiyuan Chen Yujia Qin Yankai Lin Xu Chen Zhiyuan Liu Zhicheng Dou LLMAG 51 18 0 20 Feb 2024
MatPlotAgent: Method and Evaluation for LLM-Based Agentic Scientific Data Visualization Zhiyu Yang Zihan Zhou Shuo Wang Xin Cong Xu Han ... Pengyuan Liu Dong Yu Zhiyuan Liu Xiaodong Shi Maosong Sun LLMAG 39 27 0 18 Feb 2024
SciAgent: Tool-augmented Language Models for Scientific Reasoning Yubo Ma Zhibin Gou Junheng Hao Ruochen Xu Shuohang Wang ... Yujiu Yang Yixin Cao Aixin Sun Hany Awadalla Weizhu Chen RALM LRM LLMAG 45 21 0 18 Feb 2024
Offline Training of Language Model Agents with Functions as Learnable Weights Shaokun Zhang Jieyu Zhang Jiale Liu Linxin Song Chi Wang Ranjay Krishna Qingyun Wu LLMAG LM&Ro AIFin 43 12 0 17 Feb 2024
Watch Out for Your Agents! Investigating Backdoor Threats to LLM-Based Agents Wenkai Yang Xiaohan Bi Yankai Lin Sishuo Chen Jie Zhou Xu Sun LLMAG AAML 44 56 0 17 Feb 2024
ToolSword: Unveiling Safety Issues of Large Language Models in Tool Learning Across Three Stages Junjie Ye Sixian Li Guanyu Li Caishuang Huang Songyang Gao Yilong Wu Qi Zhang Tao Gui Xuanjing Huang LLMAG 38 17 0 16 Feb 2024
A Trembling House of Cards? Mapping Adversarial Attacks against Language Agents Lingbo Mo Zeyi Liao Boyuan Zheng Yu-Chuan Su Chaowei Xiao Huan Sun AAML LLMAG 49 15 0 15 Feb 2024
SwissNYF: Tool Grounded LLM Agents for Black Box Setting Somnath Sendhil Kumar Dhruv Jain Eshaan Agarwal Raunak Pandey LLMAG 32 0 0 15 Feb 2024
Inadequacies of Large Language Model Benchmarks in the Era of Generative Artificial Intelligence Timothy R. McIntosh Teo Susnjak Tong Liu Paul Watters Malka N. Halgamuge ALM ELM 64 51 0 15 Feb 2024
API Pack: A Massive Multi-Programming Language Dataset for API Call Generation Zhen Guo Adriana Meza Soria Wei Sun Songlin Yang Yikang Shen ELM ALM 55 1 0 14 Feb 2024
Tell Me More! Towards Implicit User Intention Understanding of Language Model Driven Agents Cheng Qian Bingxiang He Zhuang Zhong Jia Deng Yujia Qin ... Zhong Zhang Jie Zhou Yankai Lin Zhiyuan Liu Maosong Sun 33 30 0 14 Feb 2024
AgentLens: Visual Analysis for Agent Behaviors in LLM-based Autonomous Systems Jiaying Lu Bo Pan Jieyi Chen Yingchaojie Feng Jingyuan Hu Yuchen Peng Wei Chen 42 13 0 14 Feb 2024
Secret Collusion among Generative AI Agents: Multi-Agent Deception via Steganography S. Motwani Mikhail Baranchuk Martin Strohmeier Vijay Bolina Philip Torr Lewis Hammond Christian Schroeder de Witt 48 4 0 12 Feb 2024
AnyTool: Self-Reflective, Hierarchical Agents for Large-Scale API Calls Yu Du Fangyun Wei Hongyang R. Zhang LLMAG 40 37 0 06 Feb 2024
Prioritizing Safeguarding Over Autonomy: Risks of LLM Agents for Science Xiangru Tang Qiao Jin Kunlun Zhu Tongxin Yuan Yichi Zhang ... Jian Tang Zhuosheng Zhang Arman Cohan Zhiyong Lu Mark B. Gerstein LLMAG ELM 25 41 0 06 Feb 2024
Professional Agents -- Evolving Large Language Models into Autonomous Experts with Human-Level Competencies Zhixuan Chu Yan Wang Feng Zhu Lu Yu Longfei Li Jinjie Gu LLMAG 23 8 0 06 Feb 2024
Enhance Reasoning for Large Language Models in the Game Werewolf Shuang Wu Liwen Zhu Tao Yang Shiwei Xu Qiang Fu Yang Wei Haobo Fu LRM LLMAG 82 18 0 04 Feb 2024